QAIS-DSNN: Tumor Area Segmentation of MRI Image with Optimized Quantum Matched-Filter Technique and Deep Spiking Neural Network

Table 1

The comparison of the proposed approach with previous ones in terms of mean square error, peak signal-to-noise ratio, and accuracy.

The peak signal-to-noise ratio (decibels)	Mean square error	Method	Reference
72.1	0.23	KNN	Mittal et al. [25]
88.4	0.045	Genetic algorithm	Mittal et al. [25]
74.2	0.021	SVM	Mittal et al. [25]
73.5	0.256	SOM	Mittal et al. [25]
94.2	0.012	CNN	Mittal et al. [25]
96.64	0.001	GCNN	Mittal et al. [25]
77.7	0.001	BAT-IT2FCM	Alagarsamy et al. [31]
97.79	0.006	QIAS-DSNN	Proposed approach